Secure AI that takes the repetitive work off your team, inside your own cloud.

3M+ regulated records, nightly-batch export only, capped budget

Hard rule: data never leaves the client's AWS account

Manual analyst search was slow and missed matches

In-perimeter RAG on Bedrock, row-level access from Cognito/JWT

Nightly hash-diff embedding, hybrid pgvector retrieval (3M → ~100)

Cited, human-in-the-loop answers, read-only on the source

One guest lived as 3 unlinked identities across PMS, EHR, CRM

22,923 deals (~$1.5M) frozen, un-actionable

Special-category medical data, in-country regime

Master-ID crosswalk across 8 systems, sources stay authoritative

Mapped ~80 ops, proved PMS-centric (36 vs 5), killed a CRM-hub design before code

Federated access over on-prem SQL + cloud CRM, read-broad / write-narrow

A CMO checked multiple systems ~2h every morning, some only weekly

Recipes, PII, financials could not touch a public LLM

Needed ERP-class function without enterprise ERP cost

Private "CMO brain" on AWS Bedrock, 6+ sources into one brief with anomaly alerts

Shopify + 3PL + QuickBooks into a composable core, 1-click ledger approval in Slack

Data stays in AWS, models never train on it, instant kill-switch

Franchise leads ($40k+ each) sat up to 48h across 5+ sources

One manager, manual entry, leads leaking between channels

Self-hosted n8n agent parses dirty leads into clean records

Instant WhatsApp / Telegram outreach, logged to CRM

Traffic-light error handling; numbers normalized before dispatch so malformed input does not silently drop

Buyers ask AI which franchise to buy; the brand had slipped out of the answer

Post-relaunch indexing errors, no articles hub, no structured data

schema.org across the site, cleared indexing errors

/articles hub plus third-party citations (Forbes, RBC, catalogs)

Tracked ~300 prompts weekly across engines

High-ticket tours ($2,200+ check), full bots not an option

One expert manager capped at ~20 chats/day, leads across 4 channels

Omnichannel hub (AmoCRM + Radist), all channels in one window

Click-to-send scripts, deep qualification schema

10-stage follow-up funnel, auto reminders at 1 / 2 / 3 days

Orders from Lazada + Shopee + GloriaFood as messy HTML emails

Often in Thai, kitchen worked in English, business + personal on one inbox

n8n "digital dispatcher" filters personal noise from real orders

Self-healing JS/Regex parser that re-locks onto the fields when a sender changes its email format

LLM translation into one standard order → Telegram

High query volume, multi-day response times

Conversation context lost between messages and managers

Autonomous LLM agent with Redis-backed memory across channels

Smart-silence handoff: steps aside the moment a human replies

Full auditability for managers on every dialogue